In case of Facebook the solution is very easy. In desktop version, when you put mouse over friend image there is a popup menu with item "Following" which contains one more popup menu with "Unfollow" item. When you unfollow friend his activity gets removed from the feed. The friend will never see that he is "unfollowed": no any notification fired. In several days i just unfollow everybody and now my feed is empty.